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cs.CL2026
A Task-State Representation for Long-Horizon Mobile GUI Agents
Yujie Zheng, Zikang Liu, Xin Zhao +1
While long-horizon mobile GUI agents typically rely on thought-action-observation loops, they struggle to separate persistent task states from transient screen observations. As exe…
cs.CL2024
Not Everything is All You Need: Toward Low-Redundant Optimization for Large Language Model Alignment
Zhipeng Chen, Kun Zhou, Wayne Xin Zhao +2
Large language models (LLMs) are still struggling in aligning with human preference in complex tasks and scenarios. They are prone to overfit into the unexpected patterns or superf…